Gabriel Torres struck twice for Panama to heap more pressure on Mexico coach Jose Manuel de la Torre.
Martinique also inflicted major shock on the opening day of the tournament as they beat Canada 1-0.
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Since Guus Hiddink arrived at the helm, Chelsea have improved considerably after a tricky start to the campaign.
Newcastle United are staring down the barrel of relegation to the Championship for the second time in the past eight years.